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AI Security

OWASP LLM03 supply chain: controls that work and controls that do not

OWASP LLM03 covers models, datasets, adapters and packages. See which controls give real assurance and which, like model cards and benchmarks, fall short.

Oct 18, 20264 min read
AI Security

OWASP LLM03 supply chain: what should engineering leads check?

LLM03 covers risks in models, datasets, adapters and packages. A checklist for engineering leads built on OWASP's mitigation list, with defensive steps.

Oct 18, 20264 min read
AI Security

LLM02 sensitive information disclosure: what should you log and alert on?

Log prompts, retrieved sources and filter hits for LLM02, then alert on sensitive patterns in outputs, odd retrieval and repeat probing. A defensive guide.

Oct 18, 20264 min read
AI Security

OWASP LLM02 sensitive information disclosure: what does it look like?

LLM02 is when a model or its app reveals PII, secrets or business data. See OWASP's scenarios, a real world reference and the defensive controls to apply.

Oct 18, 20264 min read
AI Security

OWASP LLM02 sensitive information disclosure: a checklist for leads

LLMs can reveal PII, credentials and business data through outputs and apps around them. Use OWASP's controls: sanitize, limit access, redact, set policy.

Oct 18, 20264 min read
AI Security

OWASP LLM01 prompt injection: how it maps to compliance frameworks

OWASP's prompt injection page names no compliance frameworks. See how it lines up with NIST AI 600-1, EU AI Act Article 15 and MITRE ATLAS, and the limits.

Oct 18, 20264 min read
AI Security

OWASP LLM01 prompt injection: what should engineering leads do?

OWASP says no prevention is fool-proof, so limit impact: constrain the model, validate output, least privilege, human approval, testing. A lead checklist.

Oct 18, 20264 min read
AI Security

How do AI agents and robots change the threat model on an oil rig?

An agent that can act on equipment is a new actor with credentials and tools. Treat its output as untrusted, limit permissions, keep humans on risky steps.

Oct 18, 20265 min read
AI Security

How do software supply chain controls map to the NIST AI RMF?

Map the NIST AI RMF functions Govern, Map, Measure and Manage to supply chain controls: inventories, provenance, scanning and response. A working map.

Oct 18, 20264 min read

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